How Hive works

Hive is an open source AI agent orchestration system. A fleet of specialized agents autonomously maintains software repositories — open source or private — triaging issues, writing fixes, opening PRs, and merging on green CI. A governor dynamically adjusts agent pace based on issue queue depth, and a deterministic pipeline gates every change.

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The ACMM ladder

The AI-native Codebase Maturity Model (ACMM) defines six levels of AI agent autonomy, from advisory-only to fully autonomous. Each level controls which agents are active and what actions they can take. Start conservative, climb when you’re ready.

L1 — Idea

Advisory only

Agents analyze but don’t act. Beads and heartbeat logs only.

L2 — Measured

Issues, no PRs

Agents can open issues. Quality gates begin.

L3 — CI/CD

Hold-gated PRs

Agents open hold-gated PRs. CI must pass. Human approval required.

L4 — Autonomous PR

Merge on green

Agents open and merge PRs on green CI. Hold labels for safety.

L5 — Self-Governing

Budget-aware

Full autonomy with budget controls. Governor manages pace and cost.

L6 — Fully Autonomous

Multi-loop

Multi-loop orchestration. Outreach, community engagement. Highest trust.

Pace that follows your backlog

The governor senses queue depth and switches between four modes — idle, quiet, busy, and surge — each with its own per-agent cadences. A quiet repo costs almost nothing; a flooded queue gets the full fleet. Every change still passes the same deterministic gates.

idle

Watchful

Empty queue. Agents sleep; sensing continues.

quiet

Steady

A few open issues. Slow, deliberate cadences.

busy

Working

Queue is filling. Agents tighten their loops.

surge

All hands

Critical backlog. Maximum cadence until drained.

Specialized agents, one mission

Each agent owns a lane. Together they cover the maintenance lifecycle end to end — without stepping on each other’s work.

Supervisor

Agent health monitoring, sweep analysis, stall detection.

Scanner

Triages issues, dispatches fixes, opens and merges PRs.

Guide

Documentation gaps, onboarding analysis, advisory reviews.

CI-Maintainer

CI/CD health, workflow fixes, build monitoring.

Quality

Test coverage, integration tests, quality gates.

Sec-Check

Security scanning, PR security gate.

Architect

Cross-cutting RFCs, refactors, new features.

Strategist

Experiment design, A/B testing, strategy lab.

Outreach

ADOPTERS outreach, community engagement.

Brainstorm

On-demand ideation via Inception.

Built for trust

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